MMM Labs is a cloud-based Marketing Mix Modeling (MMM) platform that runs multiple independent modeling engines — Robyn, Meridian, PyMC, and ScanmarQED's proprietary engine — side by side in a single interface. Teams use MMM Labs to build, compare, and validate complete MMM models across methodologies without switching between tools, reconciling outputs manually, or committing to a single engine before the data has guided that decision. The core insight behind MMM Labs is epistemic: single-engine MMM gives you an answer. Multi-engine MMM gives you confidence in the answer. When independent frequentist, Bayesian, and proprietary methodologies converge on the same result, you have evidence rather than output — a result that holds up under CFO scrutiny, board review, and agency client challenge. MMM Labs is built for marketing analytics leads, data science teams, and agency measurement practitioners who want powerful modeling capability without the operational complexity that has historically made multi-engine MMM impractical. Building across multiple engines previously meant multiple tools, multiple exports, and weeks of manual reconciliation. MMM Labs eliminates that entirely — model building, output comparison, and validation all happen in one platform. Key capabilities: Multi-engine modeling: build and run complete MMM models in Robyn, Meridian, PyMC, and proprietary engines simultaneously Single-interface comparison: compare model outputs across methodologies without manual reconciliation Data diagnostics: validate data quality before modeling, spot issues instantly, avoid wasted runs Pooled and cross-sectional modeling: model across markets, regions, and brands with shared variance Cloud-based: no installation, no IT provisioning, no version management — access from day one Built for collaboration: invite team members, share results and assumptions transparently Methodology guided by evidence: the data guides the engine selection — not the analyst's prior preference or the vendor's architecture MMM Labs is part of ScanmarQED's broader MMM offering, which spans data management, model building, and planning. It complements strataQED, ScanmarQED's established MMM modeling platform, and Pulse Planner, the MMM planning and optimization tool. Supported by structured onboarding, training, and ScanmarQED's global analytics consulting team.